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scikit-learn
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credit-card-clients

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ID
int64
1
30k
LIMIT_BAL
float64
10k
1M
SEX
int64
1
2
EDUCATION
int64
0
6
MARRIAGE
int64
0
3
AGE
int64
21
79
PAY_0
int64
-2
8
PAY_2
int64
-2
8
PAY_3
int64
-2
8
PAY_4
int64
-2
8
PAY_5
int64
-2
8
PAY_6
int64
-2
8
BILL_AMT1
int64
-165,580
965k
BILL_AMT2
float64
-69,777
984k
BILL_AMT3
float64
-157,264
1.66M
BILL_AMT4
int64
-170,000
892k
BILL_AMT5
float64
-81,334
927k
BILL_AMT6
float64
-339,603
962k
PAY_AMT1
float64
0
874k
PAY_AMT2
float64
0
1.68M
PAY_AMT3
float64
0
896k
PAY_AMT4
float64
0
621k
PAY_AMT5
float64
0
427k
PAY_AMT6
float64
0
529k
default.payment.next.month
int64
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1
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24
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58
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2
2
2
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41
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32
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819
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699
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2
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38
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0
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308
3,369
0
2,278
160,000
2
3
1
53
-1
-1
-1
-1
-1
-1
2,475
2,475
5,175
2,475
3,975
8,175
2,475
5,175
2,475
3,975
8,175
138
0
2,279
50,000
2
3
1
37
2
0
0
0
0
0
38,527
39,609
40,352
41,183
42,221
42,935
2,000
1,700
1,500
1,700
1,568
7,400
1
2,280
200,000
2
2
1
35
1
-2
-2
-2
-2
-1
0
0
0
0
0
688
0
0
0
0
688
0
0
2,281
20,000
2
2
2
41
0
0
0
0
0
0
13,723
14,266
13,305
14,925
13,925
9,745
1,500
2,000
3,000
4,000
2,000
0
0
2,282
500,000
1
3
1
56
0
0
0
0
0
0
139,117
130,301
119,701
121,296
122,477
125,279
4,500
5,000
5,000
5,000
5,000
5,000
0
2,283
90,000
2
3
1
49
0
0
0
0
0
0
104,494
99,941
95,197
90,508
85,640
79,775
3,592
3,382
3,319
3,172
4,000
2,360
0
2,284
70,000
2
1
2
29
0
0
2
2
0
0
47,310
51,047
51,727
50,594
51,823
54,093
4,500
1,813
0
2,046
3,300
900
0
2,285
50,000
2
3
1
49
0
0
-1
-1
-1
-1
33,782
35,650
390
390
46,310
0
4,000
390
390
46,310
0
0
1
2,286
180,000
1
1
1
37
-1
0
0
0
0
0
121,915
116,093
99,267
74,324
47,642
37,957
7,416
7,038
7,000
6,000
5,000
5,000
0
2,287
50,000
1
2
2
27
1
3
2
2
0
0
41,322
40,383
42,413
41,434
45,567
61,595
0
3,000
0
5,000
20,000
0
0
2,288
230,000
2
2
2
33
0
0
0
0
0
0
232,796
233,564
235,149
166,637
165,699
163,858
9,000
9,500
6,000
6,150
6,000
10,500
0
2,289
70,000
1
2
2
28
1
2
0
0
0
0
35,155
26,598
22,793
23,156
24,810
27,433
23
1,637
1,000
2,000
3,007
3,014
0
2,290
30,000
1
3
2
39
0
0
0
0
0
0
10,178
14,491
15,504
15,812
16,143
16,606
4,491
1,257
565
585
730
1,000
1
2,291
10,000
1
3
3
54
1
2
0
0
0
0
8,210
7,936
8,792
9,117
9,305
9,504
0
1,146
471
483
502
460
0
2,292
90,000
1
3
1
35
1
-1
2
2
-1
2
0
800
400
0
950
400
800
0
0
950
0
0
0
2,293
80,000
2
3
1
43
2
2
3
3
2
3
68,152
71,459
73,690
71,908
76,294
74,788
5,000
4,000
0
5,700
0
0
1
2,294
360,000
2
1
1
46
1
-1
2
2
-1
-1
-200
2,716
200
0
12,140
42,424
2,916
0
0
12,140
42,424
19,825
0
2,295
150,000
2
1
2
29
-1
2
2
-1
2
-1
766
515
-150
974
269
191
0
85
1,124
0
191
591
1
2,296
200,000
2
1
1
32
1
2
2
-2
-2
-2
25,830
780
0
0
0
0
0
0
0
0
0
0
0
2,297
300,000
2
3
2
38
0
0
0
0
-1
-1
35,103
43,782
44,508
67,484
500
7,391
10,000
6,000
30,000
500
7,391
7,000
0
2,298
500,000
1
1
1
37
-2
-2
-2
-2
-2
-2
0
0
0
0
0
0
0
0
0
0
0
0
1
2,299
210,000
1
1
2
27
-1
0
0
0
0
0
25,025
25,336
26,029
26,816
21,116
10,721
5,000
4,000
5,000
3,000
3,000
3,500
0
2,300
80,000
2
2
2
33
0
-1
-1
0
-1
-1
17,254
811
1,533
722
811
337
1,000
1,533
0
900
337
1,000
0